Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	6400
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	200.0 B

Variable types

Categorical	8
Numeric	17

Alerts

`AirTemp` is highly overall correlated with `AvgStraightEntrySpeed` and 7 other fields	High correlation
`AvgCornerEntrySpeed` is highly overall correlated with `AvgCornerSpeed` and 1 other fields	High correlation
`AvgCornerSpeed` is highly overall correlated with `AvgCornerEntrySpeed` and 10 other fields	High correlation
`AvgStraightEntrySpeed` is highly overall correlated with `AirTemp` and 5 other fields	High correlation
`AvgStraightExitSpeed` is highly overall correlated with `AirTemp` and 5 other fields	High correlation
`AvgStraightSpeed` is highly overall correlated with `AvgCornerEntrySpeed` and 6 other fields	High correlation
`BrakeMean` is highly overall correlated with `AvgCornerSpeed` and 4 other fields	High correlation
`BrakeStdDev` is highly overall correlated with `AvgCornerSpeed` and 4 other fields	High correlation
`Driver` is highly overall correlated with `Team`	High correlation
`Event` is highly overall correlated with `AirTemp` and 11 other fields	High correlation
`LapTimeSeconds` is highly overall correlated with `Event` and 4 other fields	High correlation
`NumLaps` is highly overall correlated with `AirTemp` and 13 other fields	High correlation
`RaceDistance` is highly overall correlated with `AirTemp` and 11 other fields	High correlation
`Team` is highly overall correlated with `Driver`	High correlation
`ThrottleMean` is highly overall correlated with `AvgCornerSpeed` and 7 other fields	High correlation
`ThrottleStdDev` is highly overall correlated with `AvgCornerSpeed` and 3 other fields	High correlation
`TopSpeed` is highly overall correlated with `AvgCornerSpeed` and 5 other fields	High correlation
`TrackLength` is highly overall correlated with `AirTemp` and 11 other fields	High correlation
`TrackTemp` is highly overall correlated with `AirTemp` and 7 other fields	High correlation
`TyreCompound` is highly overall correlated with `TrackTemp`	High correlation
`Year` is highly overall correlated with `AirTemp` and 1 other fields	High correlation
`ThrottleStdDev` has unique values	Unique
`DRSMean` has 5336 (83.4%) zeros	Zeros

Reproduction

Analysis started	2025-10-17 09:24:08.905704
Analysis finished	2025-10-17 09:24:24.110028
Duration	15.2 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Driver
Categorical

High correlation

Distinct	24
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

VER	442
PIA	374
LEC	370
RUS	365
NOR	364
Other values (19)	4485

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	19200
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	VER
2nd row	VER
3rd row	VER
4th row	VER
5th row	VER

Common Values

Value	Count	Frequency (%)
VER	442	6.9%
PIA	374	5.8%
LEC	370	5.8%
RUS	365	5.7%
NOR	364	5.7%
SAI	349	5.5%
HUL	344	5.4%
TSU	342	5.3%
ZHO	324	5.1%
HAM	308	4.8%
Other values (14)	2818	44.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ver	442	6.9%
pia	374	5.8%
lec	370	5.8%
rus	365	5.7%
nor	364	5.7%
sai	349	5.5%
hul	344	5.4%
tsu	342	5.3%
zho	324	5.1%
ham	308	4.8%
Other values (14)	2818	44.0%

Most occurring characters

Value	Count	Frequency (%)
A	2517	13.1%
R	1970	10.3%
O	1946	10.1%
S	1774	9.2%
L	1554	8.1%
E	1114	5.8%
U	1051	5.5%
H	976	5.1%
T	915	4.8%
I	847	4.4%
Other values (10)	4536	23.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19200	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	2517	13.1%
R	1970	10.3%
O	1946	10.1%
S	1774	9.2%
L	1554	8.1%
E	1114	5.8%
U	1051	5.5%
H	976	5.1%
T	915	4.8%
I	847	4.4%
Other values (10)	4536	23.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19200	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	2517	13.1%
R	1970	10.3%
O	1946	10.1%
S	1774	9.2%
L	1554	8.1%
E	1114	5.8%
U	1051	5.5%
H	976	5.1%
T	915	4.8%
I	847	4.4%
Other values (10)	4536	23.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19200	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	2517	13.1%
R	1970	10.3%
O	1946	10.1%
S	1774	9.2%
L	1554	8.1%
E	1114	5.8%
U	1051	5.5%
H	976	5.1%
T	915	4.8%
I	847	4.4%
Other values (10)	4536	23.6%

Team
Categorical

High correlation

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

McLaren	738
Ferrari	719
Red Bull Racing	695
Mercedes	673
Haas F1 Team	649
Other values (7)	2926

Length

Max length	15
Median length	11
Mean length	9.1415625
Min length	2

Characters and Unicode

Total characters	58506
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Red Bull Racing
2nd row	Red Bull Racing
3rd row	Red Bull Racing
4th row	Red Bull Racing
5th row	Red Bull Racing

Common Values

Value	Count	Frequency (%)
McLaren	738	11.5%
Ferrari	719	11.2%
Red Bull Racing	695	10.9%
Mercedes	673	10.5%
Haas F1 Team	649	10.1%
Alpine	576	9.0%
Aston Martin	573	9.0%
Williams	456	7.1%
Kick Sauber	360	5.6%
RB	355	5.5%
Other values (2)	606	9.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mclaren	738	7.2%
ferrari	719	7.0%
red	695	6.8%
bull	695	6.8%
racing	695	6.8%
mercedes	673	6.5%
haas	649	6.3%
f1	649	6.3%
team	649	6.3%
alpine	576	5.6%
Other values (9)	3545	34.5%

Most occurring characters

Value	Count	Frequency (%)
a	6438	11.0%
e	6018	10.3%
r	4845	8.3%
i	4179	7.1%
	3883	6.6%
l	3484	6.0%
n	3155	5.4%
c	2466	4.2%
s	2351	4.0%
R	2007	3.4%
Other values (22)	19680	33.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	58506	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	6438	11.0%
e	6018	10.3%
r	4845	8.3%
i	4179	7.1%
	3883	6.6%
l	3484	6.0%
n	3155	5.4%
c	2466	4.2%
s	2351	4.0%
R	2007	3.4%
Other values (22)	19680	33.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	58506	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	6438	11.0%
e	6018	10.3%
r	4845	8.3%
i	4179	7.1%
	3883	6.6%
l	3484	6.0%
n	3155	5.4%
c	2466	4.2%
s	2351	4.0%
R	2007	3.4%
Other values (22)	19680	33.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	58506	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	6438	11.0%
e	6018	10.3%
r	4845	8.3%
i	4179	7.1%
	3883	6.6%
l	3484	6.0%
n	3155	5.4%
c	2466	4.2%
s	2351	4.0%
R	2007	3.4%
Other values (22)	19680	33.6%

Event
Categorical

High correlation

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

Brazilian Grand Prix	1476
Abu Dhabi Grand Prix	1470
Mexico City Grand Prix	1443
Qatar Grand Prix	1106
Las Vegas Grand Prix	905

Length

Max length	22
Median length	20
Mean length	19.759687
Min length	16

Characters and Unicode

Total characters	126462
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mexico City Grand Prix
2nd row	Mexico City Grand Prix
3rd row	Mexico City Grand Prix
4th row	Mexico City Grand Prix
5th row	Mexico City Grand Prix

Common Values

Value	Count	Frequency (%)
Brazilian Grand Prix	1476	23.1%
Abu Dhabi Grand Prix	1470	23.0%
Mexico City Grand Prix	1443	22.5%
Qatar Grand Prix	1106	17.3%
Las Vegas Grand Prix	905	14.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
grand	6400	27.8%
prix	6400	27.8%
brazilian	1476	6.4%
abu	1470	6.4%
dhabi	1470	6.4%
mexico	1443	6.3%
city	1443	6.3%
qatar	1106	4.8%
las	905	3.9%
vegas	905	3.9%

Most occurring characters

Value	Count	Frequency (%)
	16618	13.1%
r	15382	12.2%
a	14844	11.7%
i	13708	10.8%
n	7876	6.2%
x	7843	6.2%
G	6400	5.1%
d	6400	5.1%
P	6400	5.1%
b	2940	2.3%
Other values (19)	28051	22.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	126462	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	16618	13.1%
r	15382	12.2%
a	14844	11.7%
i	13708	10.8%
n	7876	6.2%
x	7843	6.2%
G	6400	5.1%
d	6400	5.1%
P	6400	5.1%
b	2940	2.3%
Other values (19)	28051	22.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	126462	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	16618	13.1%
r	15382	12.2%
a	14844	11.7%
i	13708	10.8%
n	7876	6.2%
x	7843	6.2%
G	6400	5.1%
d	6400	5.1%
P	6400	5.1%
b	2940	2.3%
Other values (19)	28051	22.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	126462	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	16618	13.1%
r	15382	12.2%
a	14844	11.7%
i	13708	10.8%
n	7876	6.2%
x	7843	6.2%
G	6400	5.1%
d	6400	5.1%
P	6400	5.1%
b	2940	2.3%
Other values (19)	28051	22.2%

Year
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

2024	3311
2023	3089

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	25600
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2023
2nd row	2023
3rd row	2023
4th row	2023
5th row	2023

Common Values

Value	Count	Frequency (%)
2024	3311	51.7%
2023	3089	48.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2024	3311	51.7%
2023	3089	48.3%

Most occurring characters

Value	Count	Frequency (%)
2	12800	50.0%
0	6400	25.0%
4	3311	12.9%
3	3089	12.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	25600	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	12800	50.0%
0	6400	25.0%
4	3311	12.9%
3	3089	12.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	25600	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	12800	50.0%
0	6400	25.0%
4	3311	12.9%
3	3089	12.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	25600	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	12800	50.0%
0	6400	25.0%
4	3311	12.9%
3	3089	12.1%

LapTimeSeconds
Real number (ℝ)

High correlation

Distinct	5352
Distinct (%)	83.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.048072

Minimum	72.486
Maximum	148.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	72.486
5-th percentile	76.00485
Q1	82.9825
median	86.3735
Q3	90.057
95-th percentile	99.0751
Maximum	148.49
Range	76.004
Interquartile range (IQR)	7.0745

Descriptive statistics

Standard deviation	6.834553
Coefficient of variation (CV)	0.078514698
Kurtosis	4.7130521
Mean	87.048072
Median Absolute Deviation (MAD)	3.5345
Skewness	1.024773
Sum	557107.66
Variance	46.711115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89.756	5	0.1%
83.859	4	0.1%
83.118	4	0.1%
85.279	4	0.1%
89.784	4	0.1%
82.815	4	0.1%
90.631	4	0.1%
83.473	4	0.1%
84.896	4	0.1%
84.657	4	0.1%
Other values (5342)	6359	99.4%

Value	Count	Frequency (%)
72.486	1	< 0.1%
73.323	1	< 0.1%
73.367	1	< 0.1%
73.373	1	< 0.1%
73.422	1	< 0.1%
73.568	1	< 0.1%
73.586	1	< 0.1%
73.668	1	< 0.1%
73.676	1	< 0.1%
73.687	1	< 0.1%

Value	Count	Frequency (%)
148.49	1	< 0.1%
141.611	1	< 0.1%
141.168	1	< 0.1%
138.655	1	< 0.1%
137.757	1	< 0.1%
133.022	1	< 0.1%
132.67	1	< 0.1%
130.857	1	< 0.1%
129.393	1	< 0.1%
129.188	1	< 0.1%

TyreCompound
Categorical

High correlation

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

HARD	3034
MEDIUM	2081
INTERMEDIATE	791
SOFT	493
WET	1

Length

Max length	12
Median length	4
Mean length	5.6389062
Min length	3

Characters and Unicode

Total characters	36089
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	MEDIUM
2nd row	MEDIUM
3rd row	MEDIUM
4th row	MEDIUM
5th row	MEDIUM

Common Values

Value	Count	Frequency (%)
HARD	3034	47.4%
MEDIUM	2081	32.5%
INTERMEDIATE	791	12.4%
SOFT	493	7.7%
WET	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hard	3034	47.4%
medium	2081	32.5%
intermediate	791	12.4%
soft	493	7.7%
wet	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
D	5906	16.4%
M	4953	13.7%
E	4455	12.3%
A	3825	10.6%
R	3825	10.6%
I	3663	10.1%
H	3034	8.4%
U	2081	5.8%
T	2076	5.8%
N	791	2.2%
Other values (4)	1480	4.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	36089	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
D	5906	16.4%
M	4953	13.7%
E	4455	12.3%
A	3825	10.6%
R	3825	10.6%
I	3663	10.1%
H	3034	8.4%
U	2081	5.8%
T	2076	5.8%
N	791	2.2%
Other values (4)	1480	4.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	36089	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
D	5906	16.4%
M	4953	13.7%
E	4455	12.3%
A	3825	10.6%
R	3825	10.6%
I	3663	10.1%
H	3034	8.4%
U	2081	5.8%
T	2076	5.8%
N	791	2.2%
Other values (4)	1480	4.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	36089	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
D	5906	16.4%
M	4953	13.7%
E	4455	12.3%
A	3825	10.6%
R	3825	10.6%
I	3663	10.1%
H	3034	8.4%
U	2081	5.8%
T	2076	5.8%
N	791	2.2%
Other values (4)	1480	4.1%

TyreAge
Real number (ℝ)

Distinct	49
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.125312

Minimum	2
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	2
5-th percentile	3
Q1	9
median	15
Q3	22
95-th percentile	34
Maximum	50
Range	48
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.3125774
Coefficient of variation (CV)	0.57751299
Kurtosis	-0.039054875
Mean	16.125312
Median Absolute Deviation (MAD)	7
Skewness	0.64302008
Sum	103202
Variance	86.724097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
13	280	4.4%
12	263	4.1%
16	261	4.1%
14	260	4.1%
7	258	4.0%
15	257	4.0%
17	257	4.0%
8	256	4.0%
10	248	3.9%
9	245	3.8%
Other values (39)	3815	59.6%

Value	Count	Frequency (%)
2	196	3.1%
3	202	3.2%
4	183	2.9%
5	216	3.4%
6	225	3.5%
7	258	4.0%
8	256	4.0%
9	245	3.8%
10	248	3.9%
11	240	3.8%

Value	Count	Frequency (%)
50	1	< 0.1%
49	2	< 0.1%
48	2	< 0.1%
47	3	< 0.1%
46	4	0.1%
45	6	0.1%
44	6	0.1%
43	12	0.2%
42	14	0.2%
41	20	0.3%

AirTemp
Real number (ℝ)

High correlation

Distinct	77
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.017062

Minimum	17
Maximum	31.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	17
5-th percentile	17.6
Q1	19.875
median	21.1
Q3	26.5
95-th percentile	31.2
Maximum	31.5
Range	14.5
Interquartile range (IQR)	6.625

Descriptive statistics

Standard deviation	4.2248803
Coefficient of variation (CV)	0.18355428
Kurtosis	-0.9905656
Mean	23.017062
Median Absolute Deviation (MAD)	3.4
Skewness	0.42940234
Sum	147309.2
Variance	17.849613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.5	384	6.0%
26.6	371	5.8%
26.5	349	5.5%
26.7	241	3.8%
20.4	211	3.3%
26.4	179	2.8%
18	163	2.5%
26.8	163	2.5%
20	159	2.5%
18.1	155	2.4%
Other values (67)	4025	62.9%

Value	Count	Frequency (%)
17	20	0.3%
17.1	83	1.3%
17.2	26	0.4%
17.3	75	1.2%
17.4	36	0.6%
17.5	57	0.9%
17.6	120	1.9%
17.7	42	0.7%
17.8	9	0.1%
17.9	75	1.2%

Value	Count	Frequency (%)
31.5	78	1.2%
31.4	89	1.4%
31.3	117	1.8%
31.2	115	1.8%
31.1	69	1.1%
31	95	1.5%
30.9	48	0.8%
27.1	8	0.1%
27	28	0.4%
26.9	94	1.5%

TrackTemp
Real number (ℝ)

High correlation

Distinct	193
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.584187

Minimum	16.7
Maximum	50.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	16.7
5-th percentile	17.2
Q1	24.5
median	31.3
Q3	37.3
95-th percentile	47.5
Maximum	50.2
Range	33.5
Interquartile range (IQR)	12.8

Descriptive statistics

Standard deviation	9.2411441
Coefficient of variation (CV)	0.29258768
Kurtosis	-0.8224584
Mean	31.584187
Median Absolute Deviation (MAD)	6.5
Skewness	0.14347878
Sum	202138.8
Variance	85.398744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	186	2.9%
24.9	158	2.5%
17.7	134	2.1%
31.3	127	2.0%
22	126	2.0%
31.1	117	1.8%
31.2	106	1.7%
24.6	101	1.6%
17.8	99	1.5%
24.5	98	1.5%
Other values (183)	5148	80.4%

Value	Count	Frequency (%)
16.7	89	1.4%
16.8	66	1.0%
16.9	38	0.6%
17	71	1.1%
17.1	46	0.7%
17.2	40	0.6%
17.3	40	0.6%
17.4	49	0.8%
17.5	48	0.8%
17.6	58	0.9%

Value	Count	Frequency (%)
50.2	6	0.1%
49.8	16	0.2%
49.7	9	0.1%
49.6	4	0.1%
49.4	10	0.2%
49.3	3	< 0.1%
49.2	5	0.1%
49.1	14	0.2%
49	8	0.1%
48.9	24	0.4%

TrackLength
Categorical

High correlation

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

4.309	1476
5.554	1470
4.304	1443
5.419	1106
6.12	905

Length

Max length	5
Median length	5
Mean length	4.8585937
Min length	4

Characters and Unicode

Total characters	31095
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.304
2nd row	4.304
3rd row	4.304
4th row	4.304
5th row	4.304

Common Values

Value	Count	Frequency (%)
4.309	1476	23.1%
5.554	1470	23.0%
4.304	1443	22.5%
5.419	1106	17.3%
6.12	905	14.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.309	1476	23.1%
5.554	1470	23.0%
4.304	1443	22.5%
5.419	1106	17.3%
6.12	905	14.1%

Most occurring characters

Value	Count	Frequency (%)
4	6938	22.3%
.	6400	20.6%
5	5516	17.7%
3	2919	9.4%
0	2919	9.4%
9	2582	8.3%
1	2011	6.5%
6	905	2.9%
2	905	2.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31095	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	6938	22.3%
.	6400	20.6%
5	5516	17.7%
3	2919	9.4%
0	2919	9.4%
9	2582	8.3%
1	2011	6.5%
6	905	2.9%
2	905	2.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31095	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	6938	22.3%
.	6400	20.6%
5	5516	17.7%
3	2919	9.4%
0	2919	9.4%
9	2582	8.3%
1	2011	6.5%
6	905	2.9%
2	905	2.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31095	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	6938	22.3%
.	6400	20.6%
5	5516	17.7%
3	2919	9.4%
0	2919	9.4%
9	2582	8.3%
1	2011	6.5%
6	905	2.9%
2	905	2.9%

RaceDistance
Categorical

High correlation

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

305.879	1476
305.355	1470
305.354	1443
308.883	1106
305.88	905

Length

Max length	7
Median length	7
Mean length	6.8585937
Min length	6

Characters and Unicode

Total characters	43895
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	305.354
2nd row	305.354
3rd row	305.354
4th row	305.354
5th row	305.354

Common Values

Value	Count	Frequency (%)
305.879	1476	23.1%
305.355	1470	23.0%
305.354	1443	22.5%
308.883	1106	17.3%
305.88	905	14.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
305.879	1476	23.1%
305.355	1470	23.0%
305.354	1443	22.5%
308.883	1106	17.3%
305.88	905	14.1%

Most occurring characters

Value	Count	Frequency (%)
3	10419	23.7%
5	9677	22.0%
8	6604	15.0%
0	6400	14.6%
.	6400	14.6%
7	1476	3.4%
9	1476	3.4%
4	1443	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	43895	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	10419	23.7%
5	9677	22.0%
8	6604	15.0%
0	6400	14.6%
.	6400	14.6%
7	1476	3.4%
9	1476	3.4%
4	1443	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	43895	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	10419	23.7%
5	9677	22.0%
8	6604	15.0%
0	6400	14.6%
.	6400	14.6%
7	1476	3.4%
9	1476	3.4%
4	1443	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	43895	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	10419	23.7%
5	9677	22.0%
8	6604	15.0%
0	6400	14.6%
.	6400	14.6%
7	1476	3.4%
9	1476	3.4%
4	1443	3.3%

NumLaps
Categorical

High correlation

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.1 KiB

71	2919
55	1470
57	1106
50	905

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	12800
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	71
2nd row	71
3rd row	71
4th row	71
5th row	71

Common Values

Value	Count	Frequency (%)
71	2919	45.6%
55	1470	23.0%
57	1106	17.3%
50	905	14.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
71	2919	45.6%
55	1470	23.0%
57	1106	17.3%
50	905	14.1%

Most occurring characters

Value	Count	Frequency (%)
5	4951	38.7%
7	4025	31.4%
1	2919	22.8%
0	905	7.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	4951	38.7%
7	4025	31.4%
1	2919	22.8%
0	905	7.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	4951	38.7%
7	4025	31.4%
1	2919	22.8%
0	905	7.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	4951	38.7%
7	4025	31.4%
1	2919	22.8%
0	905	7.1%

LapNumber
Real number (ℝ)

Distinct	70
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.460781

Minimum	2
Maximum	71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	20
median	34
Q3	49
95-th percentile	64
Maximum	71
Range	69
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	17.749565
Coefficient of variation (CV)	0.51506566
Kurtosis	-1.0318459
Mean	34.460781
Median Absolute Deviation (MAD)	15
Skewness	0.097508686
Sum	220549
Variance	315.04706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	136	2.1%
50	134	2.1%
23	132	2.1%
19	132	2.1%
21	130	2.0%
49	128	2.0%
45	128	2.0%
20	126	2.0%
22	126	2.0%
18	125	2.0%
Other values (60)	5103	79.7%

Value	Count	Frequency (%)
2	59	0.9%
3	30	0.5%
4	36	0.6%
5	60	0.9%
6	73	1.1%
7	108	1.7%
8	87	1.4%
9	88	1.4%
10	88	1.4%
11	76	1.2%

Value	Count	Frequency (%)
71	23	0.4%
70	31	0.5%
69	53	0.8%
68	56	0.9%
67	42	0.7%
66	46	0.7%
65	50	0.8%
64	53	0.8%
63	51	0.8%
62	52	0.8%

TopSpeed
Real number (ℝ)

High correlation

Distinct	70
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	316.19281

Minimum	252
Maximum	348
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	252
5-th percentile	301
Q1	306
median	311
Q3	328
95-th percentile	338
Maximum	348
Range	96
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	12.630912
Coefficient of variation (CV)	0.039946866
Kurtosis	-0.79092156
Mean	316.19281
Median Absolute Deviation (MAD)	7
Skewness	0.41697736
Sum	2023634
Variance	159.53994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
305	359	5.6%
307	347	5.4%
310	345	5.4%
306	319	5.0%
308	314	4.9%
309	305	4.8%
311	270	4.2%
304	242	3.8%
303	225	3.5%
312	215	3.4%
Other values (60)	3459	54.0%

Value	Count	Frequency (%)
252	1	< 0.1%
259	1	< 0.1%
265	1	< 0.1%
268	2	< 0.1%
271	1	< 0.1%
272	1	< 0.1%
273	1	< 0.1%
278	1	< 0.1%
281	1	< 0.1%
283	1	< 0.1%

Value	Count	Frequency (%)
348	1	< 0.1%
346	2	< 0.1%
345	7	0.1%
344	13	0.2%
343	19	0.3%
342	37	0.6%
341	43	0.7%
340	67	1.0%
339	100	1.6%
338	100	1.6%

AvgCornerSpeed
Real number (ℝ)

High correlation

Distinct	6161
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	136.45696

Minimum	63.410959
Maximum	166.9625
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	63.410959
5-th percentile	122.80976
Q1	127.96901
median	133.67902
Q3	139.31436
95-th percentile	161.6355
Maximum	166.9625
Range	103.55154
Interquartile range (IQR)	11.345351

Descriptive statistics

Standard deviation	12.625712
Coefficient of variation (CV)	0.092525233
Kurtosis	1.523527
Mean	136.45696
Median Absolute Deviation (MAD)	5.657754
Skewness	0.57663156
Sum	873324.54
Variance	159.4086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138	8	0.1%
140	4	0.1%
137	4	0.1%
138.6666667	4	0.1%
162	4	0.1%
129	3	< 0.1%
136	3	< 0.1%
135.4160584	3	< 0.1%
123.7	3	< 0.1%
125	3	< 0.1%
Other values (6151)	6361	99.4%

Value	Count	Frequency (%)
63.4109589	1	< 0.1%
64.01114206	1	< 0.1%
64.93147752	1	< 0.1%
67.27863777	1	< 0.1%
67.2983683	1	< 0.1%
67.85779817	1	< 0.1%
68.69794721	1	< 0.1%
71.9816092	1	< 0.1%
72.02694611	1	< 0.1%
75.35321101	1	< 0.1%

Value	Count	Frequency (%)
166.9625	1	< 0.1%
166.1818182	1	< 0.1%
165.9494949	1	< 0.1%
165.9191919	1	< 0.1%
165.8072289	1	< 0.1%
165.5566038	1	< 0.1%
165.3854167	1	< 0.1%
165.2560976	1	< 0.1%
165.0873786	1	< 0.1%
165.0186916	1	< 0.1%

AvgCornerEntrySpeed
Real number (ℝ)

High correlation

Distinct	319
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	160.08666

Minimum	4.6
Maximum	196.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	4.6
5-th percentile	141.6
Q1	153.2
median	161.6
Q3	168.6
95-th percentile	175.6
Maximum	196.4
Range	191.8
Interquartile range (IQR)	15.4

Descriptive statistics

Standard deviation	12.364514
Coefficient of variation (CV)	0.077236379
Kurtosis	22.295177
Mean	160.08666
Median Absolute Deviation (MAD)	7.6
Skewness	-2.7312457
Sum	1024554.6
Variance	152.8812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
171.2	63	1.0%
163.6	62	1.0%
166	62	1.0%
168.6	56	0.9%
166.6	56	0.9%
162	55	0.9%
161.2	54	0.8%
164.4	53	0.8%
164.8	52	0.8%
161.8	51	0.8%
Other values (309)	5836	91.2%

Value	Count	Frequency (%)
4.6	1	< 0.1%
20.8	1	< 0.1%
30.4	1	< 0.1%
36	1	< 0.1%
37.4	1	< 0.1%
43	1	< 0.1%
43.2	1	< 0.1%
45.4	1	< 0.1%
49.6	1	< 0.1%
51	1	< 0.1%

Value	Count	Frequency (%)
196.4	1	< 0.1%
189.8	1	< 0.1%
186	1	< 0.1%
185.8	1	< 0.1%
184.8	1	< 0.1%
183.8	2	< 0.1%
183.6	3	< 0.1%
183.2	2	< 0.1%
182.8	2	< 0.1%
182.4	2	< 0.1%

AvgCornerExitSpeed
Real number (ℝ)

Distinct	214
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	175.57616

Minimum	99.8
Maximum	196.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	99.8
5-th percentile	165
Q1	172
median	176.2
Q3	180
95-th percentile	184.4
Maximum	196.6
Range	96.8
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.3734035
Coefficient of variation (CV)	0.036299937
Kurtosis	7.4796415
Mean	175.57616
Median Absolute Deviation (MAD)	4
Skewness	-1.3157693
Sum	1123687.4
Variance	40.620272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
174.8	99	1.5%
176.8	98	1.5%
175.2	98	1.5%
176.4	96	1.5%
178	95	1.5%
178.6	95	1.5%
177	94	1.5%
176.2	93	1.5%
178.4	92	1.4%
176.6	91	1.4%
Other values (204)	5449	85.1%

Value	Count	Frequency (%)
99.8	1	< 0.1%
110.4	1	< 0.1%
123	1	< 0.1%
133	1	< 0.1%
138	2	< 0.1%
138.6	1	< 0.1%
140	1	< 0.1%
140.6	1	< 0.1%
141	1	< 0.1%
143	1	< 0.1%

Value	Count	Frequency (%)
196.6	2	< 0.1%
194.8	2	< 0.1%
192.8	1	< 0.1%
192.4	2	< 0.1%
192.2	1	< 0.1%
191	3	< 0.1%
190.4	1	< 0.1%
190	1	< 0.1%
189.8	2	< 0.1%
189.6	2	< 0.1%

AvgStraightSpeed
Real number (ℝ)

High correlation

Distinct	6202
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	264.56525

Minimum	220.90741
Maximum	291.35238
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	220.90741
5-th percentile	250.55015
Q1	259.50658
median	262.9375
Q3	267.50863
95-th percentile	285.92285
Maximum	291.35238
Range	70.444974
Interquartile range (IQR)	8.0020481

Descriptive statistics

Standard deviation	10.021186
Coefficient of variation (CV)	0.037877939
Kurtosis	0.55144514
Mean	264.56525
Median Absolute Deviation (MAD)	4.0506862
Skewness	0.76225001
Sum	1693217.6
Variance	100.42418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
261.5	5	0.1%
266	5	0.1%
269.3333333	4	0.1%
263	4	0.1%
261.0333333	3	< 0.1%
264.784	3	< 0.1%
266.2519084	3	< 0.1%
265.703125	3	< 0.1%
266.875	3	< 0.1%
266.4	3	< 0.1%
Other values (6192)	6364	99.4%

Value	Count	Frequency (%)
220.9074074	1	< 0.1%
225.0116279	1	< 0.1%
227.3506494	1	< 0.1%
228.8970588	1	< 0.1%
230.0857143	1	< 0.1%
231.5416667	1	< 0.1%
231.625	1	< 0.1%
231.7901235	1	< 0.1%
232.2222222	1	< 0.1%
232.5617978	1	< 0.1%

Value	Count	Frequency (%)
291.352381	1	< 0.1%
291.2433628	1	< 0.1%
291.0089686	1	< 0.1%
290.78125	1	< 0.1%
290.7079646	1	< 0.1%
290.4090909	1	< 0.1%
290.4080717	1	< 0.1%
290.3244444	1	< 0.1%
290.1428571	1	< 0.1%
290.0438596	1	< 0.1%

AvgStraightEntrySpeed
Real number (ℝ)

High correlation

Distinct	486
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	279.17319

Minimum	208
Maximum	335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	208
5-th percentile	234.8
Q1	260
median	283.8
Q3	306.2
95-th percentile	321.2
Maximum	335
Range	127
Interquartile range (IQR)	46.2

Descriptive statistics

Standard deviation	29.348034
Coefficient of variation (CV)	0.10512483
Kurtosis	-1.2226094
Mean	279.17319
Median Absolute Deviation (MAD)	22.8
Skewness	-0.16140456
Sum	1786708.4
Variance	861.30707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
284	48	0.8%
283.6	46	0.7%
285.4	41	0.6%
235.8	40	0.6%
283.8	40	0.6%
285	39	0.6%
284.8	38	0.6%
266	38	0.6%
237.8	38	0.6%
284.4	37	0.6%
Other values (476)	5995	93.7%

Value	Count	Frequency (%)
208	1	< 0.1%
208.2	1	< 0.1%
210	2	< 0.1%
211	2	< 0.1%
212.4	1	< 0.1%
213	2	< 0.1%
213.6	1	< 0.1%
214.6	1	< 0.1%
214.8	1	< 0.1%
215	3	< 0.1%

Value	Count	Frequency (%)
335	1	< 0.1%
333.8	1	< 0.1%
332	1	< 0.1%
331.8	1	< 0.1%
331.4	3	< 0.1%
330.6	1	< 0.1%
330.2	1	< 0.1%
329.8	1	< 0.1%
329.2	2	< 0.1%
329	1	< 0.1%

AvgStraightExitSpeed
Real number (ℝ)

High correlation

Distinct	494
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	266.95206

Minimum	202.4
Maximum	332.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	202.4
5-th percentile	213.2
Q1	233.8
median	272.2
Q3	304.4
95-th percentile	323.6
Maximum	332.8
Range	130.4
Interquartile range (IQR)	70.6

Descriptive statistics

Standard deviation	38.35099
Coefficient of variation (CV)	0.14366246
Kurtosis	-1.488923
Mean	266.95206
Median Absolute Deviation (MAD)	35.4
Skewness	0.064103107
Sum	1708493.2
Variance	1470.7984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
274	40	0.6%
236.4	38	0.6%
275	36	0.6%
274.4	36	0.6%
239.2	36	0.6%
272.6	36	0.6%
303.6	35	0.5%
272.8	35	0.5%
273.2	34	0.5%
273	34	0.5%
Other values (484)	6040	94.4%

Value	Count	Frequency (%)
202.4	1	< 0.1%
204.2	1	< 0.1%
206.6	1	< 0.1%
207.2	3	< 0.1%
207.4	1	< 0.1%
207.6	2	< 0.1%
207.8	1	< 0.1%
208	4	0.1%
208.2	3	< 0.1%
208.4	7	0.1%

Value	Count	Frequency (%)
332.8	2	< 0.1%
332.2	1	< 0.1%
332	1	< 0.1%
331.6	2	< 0.1%
331	1	< 0.1%
330.6	2	< 0.1%
330.2	2	< 0.1%
330	3	< 0.1%
329.8	5	0.1%
329.6	3	< 0.1%

ThrottleMean
Real number (ℝ)

High correlation

Distinct	6324
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.998856

Minimum	30.820513
Maximum	81.658147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	30.820513
5-th percentile	51.144496
Q1	55.864653
median	64.93284
Q3	69.0007
95-th percentile	73.902853
Maximum	81.658147
Range	50.837634
Interquartile range (IQR)	13.136047

Descriptive statistics

Standard deviation	7.7198377
Coefficient of variation (CV)	0.12253933
Kurtosis	-0.44719704
Mean	62.998856
Median Absolute Deviation (MAD)	5.7465325
Skewness	-0.38978817
Sum	403192.68
Variance	59.595894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.07443366	3	< 0.1%
56.36363636	2	< 0.1%
67.38596491	2	< 0.1%
66.99393939	2	< 0.1%
55.53015873	2	< 0.1%
56	2	< 0.1%
71.48484848	2	< 0.1%
68.75675676	2	< 0.1%
57.48589342	2	< 0.1%
54.29276316	2	< 0.1%
Other values (6314)	6379	99.7%

Value	Count	Frequency (%)
30.82051282	1	< 0.1%
31.18900344	1	< 0.1%
31.98039216	1	< 0.1%
31.99630314	1	< 0.1%
32.70588235	1	< 0.1%
32.875	1	< 0.1%
33.29585799	1	< 0.1%
33.62962963	1	< 0.1%
34.19387755	1	< 0.1%
34.625	1	< 0.1%

Value	Count	Frequency (%)
81.65814696	1	< 0.1%
81.63192182	1	< 0.1%
81.28930818	1	< 0.1%
80.82142857	1	< 0.1%
80.73397436	1	< 0.1%
80.61980831	1	< 0.1%
80.57863501	1	< 0.1%
80.41987179	1	< 0.1%
80.39936102	1	< 0.1%
80.36532508	1	< 0.1%

ThrottleStdDev
Real number (ℝ)

High correlation Unique

Distinct	6400
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.676212

Minimum	27.706134
Maximum	45.164108
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	27.706134
5-th percentile	38.853892
Q1	40.884099
median	41.967191
Q3	42.816189
95-th percentile	43.673379
Maximum	45.164108
Range	17.457974
Interquartile range (IQR)	1.9320891

Descriptive statistics

Standard deviation	1.6574038
Coefficient of variation (CV)	0.03976858
Kurtosis	6.8422616
Mean	41.676212
Median Absolute Deviation (MAD)	0.93340419
Skewness	-1.7986175
Sum	266727.76
Variance	2.7469873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43.86120992	1	< 0.1%
42.11972147	1	< 0.1%
42.54629922	1	< 0.1%
43.10133393	1	< 0.1%
42.90142651	1	< 0.1%
41.9613871	1	< 0.1%
41.65318571	1	< 0.1%
42.12299926	1	< 0.1%
42.19867117	1	< 0.1%
41.38448468	1	< 0.1%
Other values (6390)	6390	99.8%

Value	Count	Frequency (%)
27.70613352	1	< 0.1%
28.70633499	1	< 0.1%
29.05455419	1	< 0.1%
29.8475926	1	< 0.1%
30.31486673	1	< 0.1%
30.66593514	1	< 0.1%
30.87788332	1	< 0.1%
31.30362903	1	< 0.1%
31.73447635	1	< 0.1%
32.31150574	1	< 0.1%

Value	Count	Frequency (%)
45.16410787	1	< 0.1%
44.95780944	1	< 0.1%
44.84615477	1	< 0.1%
44.84024251	1	< 0.1%
44.79405436	1	< 0.1%
44.77633751	1	< 0.1%
44.7380176	1	< 0.1%
44.6892816	1	< 0.1%
44.66708258	1	< 0.1%
44.64805522	1	< 0.1%

BrakeMean
Real number (ℝ)

High correlation

Distinct	2459
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19268772

Minimum	0.099071207
Maximum	0.50793651
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	0.099071207
5-th percentile	0.13855422
Q1	0.1625
median	0.18661972
Q3	0.22295082
95-th percentile	0.25316456
Maximum	0.50793651
Range	0.4088653
Interquartile range (IQR)	0.06045082

Descriptive statistics

Standard deviation	0.038561425
Coefficient of variation (CV)	0.20012394
Kurtosis	2.4736387
Mean	0.19268772
Median Absolute Deviation (MAD)	0.029383648
Skewness	0.74745196
Sum	1233.2014
Variance	0.0014869835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1666666667	36	0.6%
0.2222222222	30	0.5%
0.2	28	0.4%
0.1818181818	19	0.3%
0.25	18	0.3%
0.1606060606	15	0.2%
0.1538461538	15	0.2%
0.1578947368	15	0.2%
0.2307692308	14	0.2%
0.1428571429	14	0.2%
Other values (2449)	6196	96.8%

Value	Count	Frequency (%)
0.09907120743	1	< 0.1%
0.1006493506	1	< 0.1%
0.1008902077	1	< 0.1%
0.1012658228	1	< 0.1%
0.1063829787	1	< 0.1%
0.1070336391	1	< 0.1%
0.1107692308	1	< 0.1%
0.1121495327	1	< 0.1%
0.1121794872	1	< 0.1%
0.1129032258	1	< 0.1%

Value	Count	Frequency (%)
0.5079365079	1	< 0.1%
0.4828973843	1	< 0.1%
0.4754797441	1	< 0.1%
0.4694280079	1	< 0.1%
0.4613733906	1	< 0.1%
0.4200913242	1	< 0.1%
0.4174757282	1	< 0.1%
0.4089834515	1	< 0.1%
0.4061538462	1	< 0.1%
0.3898916968	1	< 0.1%

BrakeStdDev
Real number (ℝ)

High correlation

Distinct	2905
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39204788

Minimum	0.29922115
Maximum	0.50043372
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	0.29922115
5-th percentile	0.34600223
Q1	0.36947738
median	0.3902937
Q3	0.41690962
95-th percentile	0.43551406
Maximum	0.50043372
Range	0.20121257
Interquartile range (IQR)	0.047432243

Descriptive statistics

Standard deviation	0.029108809
Coefficient of variation (CV)	0.074248095
Kurtosis	-0.61481328
Mean	0.39204788
Median Absolute Deviation (MAD)	0.023910605
Skewness	0.014721379
Sum	2509.1065
Variance	0.00084732275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3677247831	15	0.2%
0.4166515291	13	0.2%
0.386046147	12	0.2%
0.3622169753	12	0.2%
0.3692175325	12	0.2%
0.4246237488	12	0.2%
0.4220018721	11	0.2%
0.419933193	11	0.2%
0.3641556598	11	0.2%
0.3705462841	11	0.2%
Other values (2895)	6280	98.1%

Value	Count	Frequency (%)
0.2992211492	1	< 0.1%
0.3013534623	1	< 0.1%
0.3016311457	1	< 0.1%
0.3021588653	1	< 0.1%
0.308796818	1	< 0.1%
0.3096298138	1	< 0.1%
0.3143301112	1	< 0.1%
0.3160429996	1	< 0.1%
0.3160941186	1	< 0.1%
0.3169861466	1	< 0.1%

Value	Count	Frequency (%)
0.5004337164	1	< 0.1%
0.5002108986	1	< 0.1%
0.4999316557	1	< 0.1%
0.4995573814	1	< 0.1%
0.4990414921	1	< 0.1%
0.4941377075	1	< 0.1%
0.4939426299	1	< 0.1%
0.4922283765	1	< 0.1%
0.4918712453	1	< 0.1%
0.48860826	1	< 0.1%

DRSMean
Real number (ℝ)

Zeros

Distinct	60
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16088368

Minimum	0
Maximum	1
Zeros	5336
Zeros (%)	83.4%
Negative	0
Negative (%)	0.0%
Memory size	50.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3667249
Coefficient of variation (CV)	2.2794413
Kurtosis	1.4249306
Mean	0.16088368
Median Absolute Deviation (MAD)	0
Skewness	1.8496109
Sum	1029.6555
Variance	0.13448715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5336	83.4%
1	991	15.5%
0.9971098266	7	0.1%
0.9971014493	5	0.1%
0.9974025974	3	< 0.1%
0.99669967	2	< 0.1%
0.07668711656	2	< 0.1%
0.9973958333	2	< 0.1%
0.3365079365	1	< 0.1%
0.02305475504	1	< 0.1%
Other values (50)	50	0.8%

Value	Count	Frequency (%)
0	5336	83.4%
0.005102040816	1	< 0.1%
0.01136363636	1	< 0.1%
0.01714285714	1	< 0.1%
0.02121212121	1	< 0.1%
0.02208201893	1	< 0.1%
0.02305475504	1	< 0.1%
0.02590673575	1	< 0.1%
0.03058103976	1	< 0.1%
0.03353658537	1	< 0.1%

Value	Count	Frequency (%)
1	991	15.5%
0.9974226804	1	< 0.1%
0.9974160207	1	< 0.1%
0.9974025974	3	< 0.1%
0.9973958333	2	< 0.1%
0.9973474801	1	< 0.1%
0.9973262032	1	< 0.1%
0.9972972973	1	< 0.1%
0.9971671388	1	< 0.1%
0.9971590909	1	< 0.1%

Interactions

Correlations

	AirTemp	AvgCornerEntrySpeed	AvgCornerExitSpeed	AvgCornerSpeed	AvgStraightEntrySpeed	AvgStraightExitSpeed	AvgStraightSpeed	BrakeMean	BrakeStdDev	DRSMean	Driver	Event	LapNumber	LapTimeSeconds	NumLaps	RaceDistance	Team	ThrottleMean	ThrottleStdDev	TopSpeed	TrackLength	TrackTemp	TyreAge	TyreCompound	Year
AirTemp	1.000	0.339	-0.077	0.284	-0.642	-0.643	-0.493	-0.175	-0.175	-0.040	0.152	0.781	-0.093	0.052	0.852	0.781	0.133	-0.037	-0.148	-0.384	0.781	0.529	-0.129	0.450	0.524
AvgCornerEntrySpeed	0.339	1.000	0.087	0.664	-0.228	-0.239	-0.520	-0.483	-0.483	0.022	0.046	0.326	-0.113	0.305	0.357	0.326	0.030	0.439	-0.495	-0.471	0.326	-0.231	-0.121	0.091	0.082
AvgCornerExitSpeed	-0.077	0.087	1.000	0.136	0.103	0.129	-0.122	-0.064	-0.064	0.055	0.028	0.113	-0.114	0.022	0.126	0.113	0.009	0.077	-0.096	-0.100	0.113	-0.077	-0.051	0.071	0.046
AvgCornerSpeed	0.284	0.664	0.136	1.000	-0.125	-0.135	-0.740	-0.786	-0.786	-0.188	0.108	0.765	-0.089	0.231	0.780	0.765	0.065	0.728	-0.572	-0.698	0.765	-0.144	-0.219	0.291	0.240
AvgStraightEntrySpeed	-0.642	-0.228	0.103	-0.125	1.000	0.960	0.292	0.190	0.190	0.313	0.147	0.912	0.013	-0.023	0.910	0.912	0.101	-0.007	0.082	0.207	0.912	-0.405	-0.031	0.400	0.199
AvgStraightExitSpeed	-0.643	-0.239	0.129	-0.135	0.960	1.000	0.269	0.195	0.195	0.339	0.139	0.927	-0.015	0.005	0.924	0.927	0.091	-0.017	0.074	0.186	0.927	-0.397	-0.056	0.435	0.227
AvgStraightSpeed	-0.493	-0.520	-0.122	-0.740	0.292	0.269	1.000	0.485	0.484	0.006	0.112	0.758	0.150	0.088	0.821	0.758	0.091	-0.321	0.402	0.884	0.758	-0.261	0.180	0.304	0.257
BrakeMean	-0.175	-0.483	-0.064	-0.786	0.190	0.195	0.485	1.000	1.000	0.451	0.138	0.454	-0.002	-0.346	0.508	0.454	0.099	-0.802	0.533	0.441	0.454	0.172	0.160	0.251	0.236
BrakeStdDev	-0.175	-0.483	-0.064	-0.786	0.190	0.195	0.484	1.000	1.000	0.451	0.163	0.485	-0.001	-0.348	0.536	0.485	0.122	-0.803	0.533	0.440	0.485	0.173	0.160	0.264	0.243
DRSMean	-0.040	0.022	0.055	-0.188	0.313	0.339	0.006	0.451	0.451	1.000	0.112	0.296	-0.110	-0.070	0.209	0.296	0.065	-0.462	0.031	-0.074	0.296	-0.228	-0.001	0.431	0.249
Driver	0.152	0.046	0.028	0.108	0.147	0.139	0.112	0.138	0.163	0.112	1.000	0.185	0.000	0.101	0.164	0.185	0.920	0.174	0.182	0.157	0.185	0.148	0.049	0.186	0.321
Event	0.781	0.326	0.113	0.765	0.912	0.927	0.758	0.454	0.485	0.296	0.185	1.000	0.205	0.715	1.000	1.000	0.100	0.544	0.357	0.602	1.000	0.840	0.167	0.462	0.082
LapNumber	-0.093	-0.113	-0.114	-0.089	0.013	-0.015	0.150	-0.002	-0.001	-0.110	0.000	0.205	1.000	-0.375	0.232	0.205	0.000	-0.033	0.045	0.010	0.205	0.009	0.460	0.230	0.076
LapTimeSeconds	0.052	0.305	0.022	0.231	-0.023	0.005	0.088	-0.346	-0.348	-0.070	0.101	0.715	-0.375	1.000	0.767	0.715	0.080	0.479	-0.381	0.189	0.715	-0.580	-0.283	0.412	0.416
NumLaps	0.852	0.357	0.126	0.780	0.910	0.924	0.821	0.508	0.536	0.209	0.164	1.000	0.232	0.767	1.000	1.000	0.084	0.604	0.394	0.551	1.000	0.899	0.167	0.351	0.083
RaceDistance	0.781	0.326	0.113	0.765	0.912	0.927	0.758	0.454	0.485	0.296	0.185	1.000	0.205	0.715	1.000	1.000	0.100	0.544	0.357	0.602	1.000	0.840	0.167	0.462	0.082
Team	0.133	0.030	0.009	0.065	0.101	0.091	0.091	0.099	0.122	0.065	0.920	0.100	0.000	0.080	0.084	0.100	1.000	0.147	0.153	0.141	0.100	0.121	0.052	0.126	0.463
ThrottleMean	-0.037	0.439	0.077	0.728	-0.007	-0.017	-0.321	-0.802	-0.803	-0.462	0.174	0.544	-0.033	0.479	0.604	0.544	0.147	1.000	-0.650	-0.273	0.544	-0.386	-0.152	0.351	0.276
ThrottleStdDev	-0.148	-0.495	-0.096	-0.572	0.082	0.074	0.402	0.533	0.533	0.031	0.182	0.357	0.045	-0.381	0.394	0.357	0.153	-0.650	1.000	0.359	0.357	0.373	0.094	0.152	0.148
TopSpeed	-0.384	-0.471	-0.100	-0.698	0.207	0.186	0.884	0.441	0.440	-0.074	0.157	0.602	0.010	0.189	0.551	0.602	0.141	-0.273	0.359	1.000	0.602	-0.209	0.080	0.354	0.263
TrackLength	0.781	0.326	0.113	0.765	0.912	0.927	0.758	0.454	0.485	0.296	0.185	1.000	0.205	0.715	1.000	1.000	0.100	0.544	0.357	0.602	1.000	0.840	0.167	0.462	0.082
TrackTemp	0.529	-0.231	-0.077	-0.144	-0.405	-0.397	-0.261	0.172	0.173	-0.228	0.148	0.840	0.009	-0.580	0.899	0.840	0.121	-0.386	0.373	-0.209	0.840	1.000	-0.044	0.570	0.663
TyreAge	-0.129	-0.121	-0.051	-0.219	-0.031	-0.056	0.180	0.160	0.160	-0.001	0.049	0.167	0.460	-0.283	0.167	0.167	0.052	-0.152	0.094	0.080	0.167	-0.044	1.000	0.113	0.191
TyreCompound	0.450	0.091	0.071	0.291	0.400	0.435	0.304	0.251	0.264	0.431	0.186	0.462	0.230	0.412	0.351	0.462	0.126	0.351	0.152	0.354	0.462	0.570	0.113	1.000	0.420
Year	0.524	0.082	0.046	0.240	0.199	0.227	0.257	0.236	0.243	0.249	0.321	0.082	0.076	0.416	0.083	0.082	0.463	0.276	0.148	0.263	0.082	0.663	0.191	0.420	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Driver	Team	Event	Year	LapTimeSeconds	TyreCompound	TyreAge	AirTemp	TrackTemp	TrackLength	RaceDistance	NumLaps	LapNumber	TopSpeed	AvgCornerSpeed	AvgCornerEntrySpeed	AvgCornerExitSpeed	AvgStraightSpeed	AvgStraightEntrySpeed	AvgStraightExitSpeed	ThrottleMean	ThrottleStdDev	BrakeMean	BrakeStdDev	DRSMean
0	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.859	MEDIUM	2.0	24.6	48.6	4.304	305.354	71	2.0	318.0	123.333333	156.4	179.6	261.897059	260.8	235.8	52.896341	43.861210	0.228659	0.420610	1.000000
1	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.573	MEDIUM	3.0	24.8	48.2	4.304	305.354	71	3.0	319.0	126.151685	160.6	175.4	266.203008	258.8	236.2	54.967846	43.922721	0.209003	0.407252	0.209003
2	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.708	MEDIUM	4.0	24.7	47.9	4.304	305.354	71	4.0	321.0	125.502646	162.4	172.8	266.189394	264.2	236.2	53.445483	43.805582	0.224299	0.417771	0.000000
3	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.339	MEDIUM	6.0	25.0	47.0	4.304	305.354	71	6.0	320.0	124.842391	162.0	167.8	264.903226	266.0	240.6	52.334416	44.284708	0.233766	0.423914	0.000000
4	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.453	MEDIUM	7.0	25.1	47.0	4.304	305.354	71	7.0	322.0	124.908108	161.0	182.6	266.508475	260.4	227.6	53.537954	43.728819	0.240924	0.428352	0.000000
5	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.218	MEDIUM	9.0	25.4	47.2	4.304	305.354	71	9.0	322.0	124.123596	145.4	171.8	265.059259	260.0	237.2	54.738019	43.511512	0.217252	0.413036	0.000000
6	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.276	MEDIUM	10.0	25.4	47.2	4.304	305.354	71	10.0	322.0	125.677778	141.8	180.4	265.000000	263.6	236.8	55.088328	43.633163	0.227129	0.419639	0.000000
7	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.626	MEDIUM	11.0	25.3	47.3	4.304	305.354	71	11.0	322.0	124.157609	146.0	180.4	263.992647	259.2	232.6	55.000000	43.725419	0.187500	0.390924	0.000000
8	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.644	MEDIUM	12.0	25.4	47.4	4.304	305.354	71	12.0	323.0	123.183333	163.6	172.6	263.606061	261.0	230.8	54.625000	44.132624	0.224359	0.417830	0.000000
9	VER	Red Bull Racing	Mexico City Grand Prix	2023	83.792	MEDIUM	13.0	25.5	47.6	4.304	305.354	71	13.0	323.0	123.450262	157.8	170.4	264.261194	259.6	237.8	54.009231	43.782183	0.224615	0.417972	0.000000

	Driver	Team	Event	Year	LapTimeSeconds	TyreCompound	TyreAge	AirTemp	TrackTemp	TrackLength	RaceDistance	NumLaps	LapNumber	TopSpeed	AvgCornerSpeed	AvgCornerEntrySpeed	AvgCornerExitSpeed	AvgStraightSpeed	AvgStraightEntrySpeed	AvgStraightExitSpeed	ThrottleMean	ThrottleStdDev	BrakeMean	BrakeStdDev
6390	COL	Williams	Abu Dhabi Grand Prix	2024	90.464	HARD	13.0	26.6	31.2	5.554	305.355	55	16.0	316.0	135.875862	166.8	168.6	260.803109	232.0	218.6	61.118343	41.822689	0.189349	0.392367
6391	COL	Williams	Abu Dhabi Grand Prix	2024	90.197	HARD	14.0	26.7	31.3	5.554	305.355	55	17.0	315.0	139.244755	164.8	170.2	262.327957	234.2	225.2	62.632219	41.554640	0.179331	0.384214
6392	COL	Williams	Abu Dhabi Grand Prix	2024	90.259	HARD	15.0	26.6	31.4	5.554	305.355	55	18.0	315.0	137.401408	158.2	175.6	261.218085	237.2	222.2	63.196970	41.388962	0.178788	0.383756
6393	COL	Williams	Abu Dhabi Grand Prix	2024	90.441	HARD	16.0	26.7	31.3	5.554	305.355	55	19.0	313.0	135.957746	161.4	182.8	260.620321	233.8	227.8	63.854103	40.847538	0.176292	0.381649
6394	COL	Williams	Abu Dhabi Grand Prix	2024	90.066	HARD	17.0	26.6	31.3	5.554	305.355	55	20.0	315.0	137.118881	165.0	169.6	260.722222	236.4	211.6	63.214076	41.112234	0.170088	0.376262
6395	COL	Williams	Abu Dhabi Grand Prix	2024	90.149	HARD	18.0	26.6	31.0	5.554	305.355	55	21.0	314.0	138.850340	171.6	179.4	263.261780	239.4	217.6	63.994083	41.330182	0.177515	0.382670
6396	COL	Williams	Abu Dhabi Grand Prix	2024	90.317	HARD	19.0	26.6	31.1	5.554	305.355	55	22.0	313.0	138.100671	158.8	169.0	260.573684	231.8	224.0	62.035398	41.172518	0.182891	0.387148
6397	COL	Williams	Abu Dhabi Grand Prix	2024	90.387	HARD	20.0	26.5	31.1	5.554	305.355	55	23.0	315.0	137.482517	168.6	171.4	261.989950	237.2	219.8	64.146199	41.308747	0.178363	0.383379
6398	COL	Williams	Abu Dhabi Grand Prix	2024	90.528	HARD	21.0	26.5	30.9	5.554	305.355	55	24.0	313.0	137.536913	161.2	174.6	261.783784	235.8	229.6	61.476048	41.651540	0.182635	0.386946
6399	COL	Williams	Abu Dhabi Grand Prix	2024	90.254	HARD	22.0	26.5	30.9	5.554	305.355	55	25.0	313.0	136.326531	157.2	177.2	260.953846	238.6	213.0	62.327485	41.548379	0.172515	0.378381

Overview

Variables

Common Values

Length

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Most occurring scripts

Most frequent character per script

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Most occurring blocks

Most frequent character per block

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Common Values

Length

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length